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1. ▌
   Context Windows · tools-only bundle

   The "context window" refers to the entirety of the amount of text a language model can look back on and reference when generating new text plus the new text it generates.
   7 repo stars
2. ▌
   Version Scheme Plugins · tools-only bundle

   Version scheme plugins define how versions are validated, formatted, and bumped in Hatchling.
   7 repo stars
3. ▌
   A Flake8 Builtins Rules · tools-only bundle

   This rule family provides specialized checks for Python code quality and specific use cases.
   7 repo stars
4. ▌
   Revops Metrics Guide · tools-only bundle

   Complete reference for Revenue Operations metrics hierarchy, definitions, formulas, interpretation guidelines, and common mistakes.
   7 repo stars
5. ▌
   Post Deploy Checks · tools-only bundle

   Use this after any deploy or service creation. Keep it short; stop when a check fails.
   7 repo stars
6. ▌
   Rfp Rfi Response Guide · tools-only bundle

   A comprehensive reference for Sales Engineers responding to Requests for Proposal (RFP) and Requests for Information (RFI).
   7 repo stars
7. ▌
   Building Tools For Aden · tools-only bundle

   This guide explains how to create new tools for the Aden agent framework using FastMCP.
   7 repo stars
8. ▌
   Building Tools For Aden 2 · tools-only bundle

   This guide explains how to create new tools for the Aden agent framework using FastMCP.
   7 repo stars
9. ▌
   Gap Analysis Python3 Development Plugin Vs Sse Framework · tools-only bundle

   The python3-development plugin shows strong partial alignment with the Stateless Software Engineering (SSE) Framework.
   7 repo stars
10. ▌
    Gap Analysis Python3 Development Plugin Vs Sse Framework 2 · tools-only bundle

    The python3-development plugin shows strong partial alignment with the Stateless Software Engineering (SSE) Framework.
    7 repo stars
11. ▌
    Research Summary Context Formatting And Dynamic · tools-only bundle

    Reference documentation summarizing research on context formatting and dynamic configuration in Hatchling. Use this to understand the evidence base and verification approach for all context formatting features.
    7 repo stars
12. ▌
    Code Smells And Refactoring Guide 2 · tools-only bundle

    Code smells are patterns that indicate potential problems in code structure. This guide helps identify common smells in Apex and provides refactoring strategies.
    7 repo stars
13. ▌
    Forecasting Best Practices · tools-only bundle

    Comprehensive reference for financial forecasting including driver-based models, rolling forecasts, accuracy improvement techniques, and scenario planning.
    7 repo stars
14. ▌
    Hook Dependencies · tools-only bundle

    Build hooks can declare dependencies that must be installed before the build process.
    7 repo stars
15. ▌
    Figma MCP Tools And Prompt Patterns · tools-only bundle

    Quick reference for the Figma MCP toolset, when to use each tool, and prompt examples to steer output toward your stack.
    7 repo stars
16. ▌
    Attribution Models Guide · tools-only bundle

    Comprehensive reference for multi-touch attribution modeling in marketing analytics.
    7 repo stars
17. ▌
    Claude Code Plugin 2 · tools-only bundle

    本文档为 happy-skills 项目提供一个标准化的 Claude Code 插件组织方案。该方案严格遵循 Claude Code 官方插件规范，支持官方安装命令和 Marketplace 分发。
    7 repo stars
18. ▌
    Local Glossary · tools-only bundle

    b. review and restate the goal and intent to the user until user approves
    7 repo stars
19. ▌
    Code Version Source · tools-only bundle

    The code version source plugin determines project versions by executing Python code.
    7 repo stars
20. ▌
    Version Build Hook · tools-only bundle

    The version build hook is a powerful feature that automatically writes version information to files during the build process.
    7 repo stars
21. ▌
    Version Validation And Bumping · tools-only bundle

    Version validation ensures that version strings follow the correct format and that version changes follow logical progression. Hatchling provides comprehensive validation based on PEP 440 and customizable bumping rules.
    7 repo stars
22. ▌
    Icn Import Conventions Rules · tools-only bundle

    This rule family provides specialized checks for Python code quality and specific use cases.
    7 repo stars
23. ▌
    Single Module Layout Auto Detection In Hatchling · tools-only bundle

    Hatchling can automatically detect and properly package projects that consist of a single Python module file rather than a full package directory.
    7 repo stars
24. ▌
    Src Layout Structure In Hatchling · tools-only bundle

    The src-layout is a project structure where Python packages are placed in a src/ directory rather than at the project root.
    7 repo stars
25. ▌
    Package Distribution Formats · tools-only bundle

    Both formats are standardized by the Python Packaging Authority. Reference this documentation when helping users understand distribution formats, troubleshoot wheel or sdist generation issues, or explain what Hatchling…
    7 repo stars
26. ▌
    Awesome Claude Code Flat 52 · tools-only bundle

    A flat list view of all resources. Category: Skills | Sorted: by latest release (30 days)
    7 repo stars
27. ▌
    Awesome Claude Code Flat 53 · tools-only bundle

    A flat list view of all resources. Category: Skills | Sorted: by latest release (30 days)
    7 repo stars
28. ▌
    Awesome Claude Code Flat 54 · tools-only bundle

    A flat list view of all resources. Category: Skills | Sorted: by latest release (30 days)
    7 repo stars
29. ▌
    Awesome Claude Code Flat 55 · tools-only bundle

    A flat list view of all resources. Category: Skills | Sorted: by latest release (30 days)
    7 repo stars
30. ▌
    Awesome Claude Code Flat 56 · tools-only bundle

    A flat list view of all resources. Category: Skills | Sorted: by latest release (30 days)
    7 repo stars
31. ▌
    Awesome Claude Code Flat 57 · tools-only bundle

    A flat list view of all resources. Category: Skills | Sorted: by latest release (30 days)
    7 repo stars
32. ▌
    Typescript MCP Server Implementation Guide · tools-only bundle

    Complete guide for implementing MCP servers using the MCP TypeScript SDK, covering project structure, server setup, tool registration, Zod validation, error handling, and production deployment.
    7 repo stars
33. ▌
    Typescript MCP Server Implementation Guide 2 · tools-only bundle

    Complete guide for implementing MCP servers using the MCP TypeScript SDK, covering project structure, server setup, tool registration, Zod validation, error handling, and production deployment.
    7 repo stars
34. ▌
    C Flake8 Comprehensions Rules · tools-only bundle

    This rule family provides comprehensive checks for Python code quality and style conformance.
    7 repo stars
35. ▌
    Pure Bash Bible Array Operations · tools-only bundle

    Pure bash patterns for array manipulation without external tools.
    7 repo stars
36. ▌
    Core Metadata Version Compatibility In Hatchling · tools-only bundle

    When guiding users through Hatchling metadata configuration, reference this document to help them understand and manage compatibility across different versions of Python package metadata specifications (Core Metadata).
    7 repo stars
37. ▌
    Cloudflare Workers Basics · tools-only bundle

    Getting started with Cloudflare Workers: serverless functions that run on edge network across 300+ cities.
    7 repo stars
38. ▌
    Claude Code Fixing Invalid Beta Header Errors · tools-only bundle

    When using Claude Code with LiteLLM and non-Anthropic providers (Bedrock, Azure AI, Vertex AI), you may encounter "invalid beta header" errors.
    7 repo stars
39. ▌
    Funnel Optimization Framework · tools-only bundle

    A stage-by-stage guide to diagnosing and improving marketing and sales funnel performance. Use this framework alongside the funnel_analyzer.py tool to identify bottlenecks and implement targeted optimizations.
    7 repo stars
40. ▌
    Health Scoring Framework · tools-only bundle

    Complete methodology for multi-dimensional customer health scoring in SaaS customer success.
    7 repo stars
41. ▌
    Behavioral Impact · tools-only bundle

    Removed a dormant session cleanup helper that was no longer referenced, keeping the system utilities focused on active paths.
    7 repo stars
42. ▌
    Softaworks Agent Toolkit · tools-only bundle

    Softaworks Agent Toolkit is a curated collection of 43 skills for AI coding agents that follow the Agent Skills format.
    7 repo stars
43. ▌
    Softaworks Agent Toolkit 2 · tools-only bundle

    Softaworks Agent Toolkit is a curated collection of 40+ skills for AI coding agents that follow the Agent Skills format.
    7 repo stars
44. ▌
    Setuptools Compatibility · tools-only bundle

    Reference documentation on hatchling's compatibility with the setuptools ecosystem. Use this when helping users understand how hatchling interoperates with setuptools and the broader Python packaging ecosystem.
    7 repo stars
45. ▌
    Dynamic Version Sources Overview · tools-only bundle

    Dynamic versioning in Hatchling allows projects to determine versions at build time from external sources rather than hardcoding in pyproject.toml.
    7 repo stars
46. ▌
    Sympy Code Generation And Printing · tools-only bundle

    This document covers SymPy's capabilities for generating executable code in various languages, converting expressions to different output formats, and customizing printing behavior.
    7 repo stars
47. ▌
    Multi Entry Point Agent Architecture · tools-only bundle

    This document explains the architectural improvements made to support agents with multiple asynchronous entry points, and why the initial patterns (single-entry execution, tools-as-shared-memory) were insufficient for…
    7 repo stars
48. ▌
    Competitive Positioning Framework · tools-only bundle

    A comprehensive guide for Sales Engineers to analyze competitors, build battlecards, handle objections, and position for wins.
    7 repo stars
49. ▌
    Hmohamed01 Claude Code Plugins · tools-only bundle

    A collection of Claude Code plugins providing autonomous development agents for Swift and Rust programming languages.
    7 repo stars
50. ▌
    Pipeline Management Framework · tools-only bundle

    Best practices for pipeline management including stage definitions, conversion benchmarks, velocity optimization, and inspection cadence.
    7 repo stars
51. ▌
    Compound Engineering Plugin AI Powered Development Workflow · tools-only bundle

    The Compound Engineering Plugin is a Claude Code plugin marketplace featuring a comprehensive collection of AI agents, commands, and skills designed to make each unit of engineering work easier than the last.
    7 repo stars
52. ▌
    Sse Gap Analysis Verification Report · tools-only bundle

    The SSE gap analysis is largely grounded in actual plugin contents. 22 of 27 claims were fully verified with file:line citations. 3 claims were partially verified with qualifications.
    7 repo stars
53. ▌
    Sse Gap Analysis Verification Report 2 · tools-only bundle

    The SSE gap analysis is largely grounded in actual plugin contents. 22 of 27 claims were fully verified with file:line citations. 3 claims were partially verified with qualifications.
    7 repo stars
54. ▌
    Go Golang Security Spec Go 1 25 X Standard Library Net HTTP · tools-only bundle

    It is intentionally written as a set of normative requirements (“MUST/SHOULD/MAY”) plus audit rules (what bad patterns look like, how to detect them, and how to fix/mitigate them).
    7 repo stars
55. ▌
    UI Token Estimation Routed Through Core Messaging Facade · tools-only bundle

    Fixed a dependency-layer violation where the UI imported tunacode.utils.messaging directly by routing message token estimation through the tunacode.core.ui_api.messaging facade.
    7 repo stars
56. ▌
    Refactoring Tasks Python3 Development Plugin · tools-only bundle

    The python3-development plugin at ./plugins/python3-development/ contains a single monolithic SKILL.md file spanning 1,318 lines that covers five distinct domains: orchestration/workflow patterns, type safety with mypy…
    7 repo stars
57. ▌
    Refactoring Tasks Python3 Development Plugin 2 · tools-only bundle

    The python3-development plugin at ./plugins/python3-development/ contains a single monolithic SKILL.md file spanning 1,318 lines that covers five distinct domains: orchestration/workflow patterns, type safety with mypy…
    7 repo stars
58. ▌
    Research Tool Dispatcher Complexity 358 · tools-only bundle

    Map the current complexity issues in tool_dispatcher.py and identify refactoring patterns in the codebase for reducing complexity while maintaining behavior.
    7 repo stars
59. ▌
    Refactoring Design Map Python3 Development · tools-only bundle

    The python3-development plugin requires significant refactoring to address a 1,318-line monolithic SKILL.md covering 5+ distinct domains, non-standard command frontmatter, and orphaned planning documentation.
    7 repo stars
60. ▌
    Refactoring Design Map Python3 Development 2 · tools-only bundle

    The python3-development plugin requires significant refactoring to address a 1,318-line monolithic SKILL.md covering 5+ distinct domains, non-standard command frontmatter, and orphaned planning documentation.
    7 repo stars
61. ▌
    Jquery Frontend Security Spec Jquery 4 0 X Modern Browsers · tools-only bundle

    It is intentionally written as a set of normative requirements (“MUST/SHOULD/MAY”) plus audit rules (what bad patterns look like, how to detect them, and how to fix/mitigate them).
    7 repo stars
62. ▌
    Building Production AI Agents From Prototype To Deployment · tools-only bundle

    Getting an AI agent working in a demo is easy. Getting it to work reliably in production is hard. This guide covers the critical differences and how to bridge the gap.
    7 repo stars
63. ▌
    Python3 Development Plugin Sam Workflow Port Plan From · tools-only bundle

    This document is a durable execution plan for porting the “add-new-feature → implement-feature → start-task → complete-implementation” workflow (and its supporting agents/scripts) from ~/repos/gitlab-runner-management…
    7 repo stars
64. ▌
    What It Measures 10 · tools-only bundle

    Each question has an unambiguous, fact-based answer that can be verified without subjective judgment.
    7 repo stars
65. ▌
    What It Measures 8 · tools-only bundle

    GSM8K is one of the most widely used benchmarks for evaluating chain-of-thought reasoning in language models.
    7 repo stars
66. ▌
    Quiz Mkdocs Platform And Documentation · tools-only bundle

    Test your understanding of MkDocs, Material theme, configuration, navigation, version control, and GitHub deployment with these questions.
    7 repo stars
67. ▌
    Claude Code 6 · tools-only bundle

    Aden 通过 LiteLLM 集成支持 100 多个 LLM 提供商，包括 OpenAI（GPT-4、GPT-4o）、Anthropic（Claude 模型）、Google Gemini、Mistral、Groq 等。只需设置适当的 API 密钥环境变量并指定模型名称即可。
    7 repo stars
68. ▌
    Rowan Rdkit Native API Reference · tools-only bundle

    Use RDKit-native API for quick calculations; use full API for complex workflows or when you need fine-grained control.
    7 repo stars
69. ▌
    Sdk Reference · tools-only bundle

    The mcpbr.sdk module provides the public Python SDK for programmatic access to MCP server benchmarking.
    7 repo stars
70. ▌
    Icon Mapping · tools-only bundle

    Use consistent icons across all documentation. This mapping ensures visual consistency.
    7 repo stars
71. ▌
    Node Materials Tsl Three Shading Language · tools-only bundle

    Modern node-based material system for creating custom shaders visually.
    7 repo stars
72. ▌
    Prompt Engineering Patterns 2 · tools-only bundle

    Specific prompt techniques with example inputs and expected outputs.
    7 repo stars
73. ▌
    Shared Agent Configuration · tools-only bundle

    This file contains shared configuration values that all agents should reference to maintain consistency.
    7 repo stars
74. ▌
    Gotchas And Best Practices · tools-only bundle

    Token changes on each expose operation, preventing unauthorized access.
    7 repo stars
75. ▌
    R2 SQL Gotchas · tools-only bundle

    Max LIMIT is 10,000. For pagination, use WHERE filters with partition keys.
    7 repo stars
76. ▌
    Combine Memory Management · tools-only bundle

    AnyCancellable is a type-erasing wrapper that automatically calls cancel() when deallocated.
    7 repo stars
77. ▌
    Shadcn UI Component Reference · tools-only bundle

    This document provides complete component implementations from shadcn/ui, demonstrating proper TypeScript typing, variant patterns, and data-slot usage.
    7 repo stars
78. ▌
    M4 Apps Interactive Clinical Research Tools · tools-only bundle

    M4 Apps bring interactivity to clinical research workflows. While traditional MCP tools return text responses, M4 Apps render interactive UIs directly within your AI client—enabling real-time exploration, visual…
    7 repo stars
79. ▌
    Lamindb Ontology Management · tools-only bundle

    This document covers biological ontology management in LaminDB through the Bionty plugin, including accessing, searching, and annotating data with standardized biological terms.
    7 repo stars
80. ▌
    Smart Placement Gotchas · tools-only bundle

    This is one of the most common and impactful Smart Placement misconfigurations.
    7 repo stars
81. ▌
    Bot Management Gotchas · tools-only bundle

    Issue resolves automatically after 48h. Contact Cloudflare Support if persists.
    7 repo stars
82. ▌
    MCP Usage Guide · tools-only bundle

    Efficient patterns for AWS MCP tools to minimize tokens and maximize accuracy.
    7 repo stars
83. ▌
    Descripcin General · tools-only bundle

    Construye agentes de IA confiables y auto-mejorables sin codificar flujos de trabajo.
    7 repo stars
84. ▌
    Descripcin General 2 · tools-only bundle

    Construye agentes de IA confiables y auto-mejorables sin codificar flujos de trabajo.
    7 repo stars
85. ▌
    Descripcin General 3 · tools-only bundle

    Construye agentes de IA confiables y auto-mejorables sin codificar flujos de trabajo.
    7 repo stars
86. ▌
    Quick Links 2 · tools-only bundle

    वर्कफ़्लो को हार्डकोड किए बिना भरोसेमंद और स्वयं-सुधार करने वाले AI एजेंट बनाएँ। आप एक कोडिंग एजेंट के साथ बातचीत के माध्यम से अपना लक्ष्य परिभाषित करते हैं, और फ़्रेमवर्क डायनेमिक रूप से बनाए गए कनेक्शन कोड के साथ एक…
    7 repo stars
87. ▌
    Quick Links 3 · tools-only bundle

    वर्कफ़्लो को हार्डकोड किए बिना भरोसेमंद और स्वयं-सुधार करने वाले AI एजेंट बनाएँ। आप एक कोडिंग एजेंट के साथ बातचीत के माध्यम से अपना लक्ष्य परिभाषित करते हैं, और फ़्रेमवर्क डायनेमिक रूप से बनाए गए कनेक्शन कोड के साथ एक…
    7 repo stars
88. ▌
    Quick Links 4 · tools-only bundle

    वर्कफ़्लो को हार्डकोड किए बिना भरोसेमंद और स्वयं-सुधार करने वाले AI एजेंट बनाएँ। आप एक कोडिंग एजेंट के साथ बातचीत के माध्यम से अपना लक्ष्य परिभाषित करते हैं, और फ़्रेमवर्क डायनेमिक रूप से बनाए गए कनेक्शन कोड के साथ एक…
    7 repo stars
89. ▌
    Quick Links 5 · tools-only bundle

    वर्कफ़्लो को हार्डकोड किए बिना भरोसेमंद और स्वयं-सुधार करने वाले AI एजेंट बनाएँ। आप एक कोडिंग एजेंट के साथ बातचीत के माध्यम से अपना लक्ष्य परिभाषित करते हैं, और फ़्रेमवर्क डायनेमिक रूप से बनाए गए कनेक्शन कोड के साथ एक…
    7 repo stars
90. ▌
    Claude Code1 · tools-only bundle

    Aden は LiteLLM 統合を通じて 100 以上の LLM プロバイダーをサポートしており、OpenAI（GPT-4、GPT-4o）、Anthropic（Claude モデル）、Google Gemini、Mistral、Groq などが含まれます。適切な API キー環境変数を設定し、モデル名を指定するだけです。
    7 repo stars
91. ▌
    Claude Code1 2 · tools-only bundle

    Aden は LiteLLM 統合を通じて 100 以上の LLM プロバイダーをサポートしており、OpenAI（GPT-4、GPT-4o）、Anthropic（Claude モデル）、Google Gemini、Mistral、Groq などが含まれます。適切な API キー環境変数を設定し、モデル名を指定するだけです。
    7 repo stars
92. ▌
    Quick Links 6 · tools-only bundle

    워크플로우를 하드코딩할 필요 없이 안정적이고 자체 개선 기능을 갖춘 AI 에이전트를 구축하세요. 코딩 에이전트와의 대화를 통해 목표를 정의하면, 프레임워크가 동적으로 생성된 연결 코드로 구성된 노드 그래프를 자동으로 생성합니다. 문제가 발생하면 프레임워크는 실패 데이터를 수집하고, 코딩 에이전트를 통해 에이전트를 진화시킨 뒤 다시 배포합니다.
    7 repo stars
93. ▌
    Quick Links 7 · tools-only bundle

    워크플로우를 하드코딩할 필요 없이 안정적이고 자체 개선 기능을 갖춘 AI 에이전트를 구축하세요. 코딩 에이전트와의 대화를 통해 목표를 정의하면, 프레임워크가 동적으로 생성된 연결 코드로 구성된 노드 그래프를 자동으로 생성합니다. 문제가 발생하면 프레임워크는 실패 데이터를 수집하고, 코딩 에이전트를 통해 에이전트를 진화시킨 뒤 다시 배포합니다.
    7 repo stars
94. ▌
    Quick Links 8 · tools-only bundle

    워크플로우를 하드코딩할 필요 없이 안정적이고 자체 개선 기능을 갖춘 AI 에이전트를 구축하세요. 코딩 에이전트와의 대화를 통해 목표를 정의하면, 프레임워크가 동적으로 생성된 연결 코드로 구성된 노드 그래프를 자동으로 생성합니다. 문제가 발생하면 프레임워크는 실패 데이터를 수집하고, 코딩 에이전트를 통해 에이전트를 진화시킨 뒤 다시 배포합니다.
    7 repo stars
95. ▌
    Viso Geral · tools-only bundle

    Construa agentes de IA confiáveis e auto-aperfeiçoáveis sem codificar fluxos de trabalho.
    7 repo stars
96. ▌
    Viso Geral 2 · tools-only bundle

    Construa agentes de IA confiáveis e auto-aperfeiçoáveis sem codificar fluxos de trabalho.
    7 repo stars
97. ▌
    Viso Geral 3 · tools-only bundle

    Construa agentes de IA confiáveis e auto-aperfeiçoáveis sem codificar fluxos de trabalho.
    7 repo stars
98. ▌
    Claude Code 2 · tools-only bundle

    Традиционные фреймворки агентов требуют ручного проектирования рабочих процессов, определения взаимодействий агентов и реактивной обработки сбоев.
    7 repo stars
99. ▌
    Claude Code 3 · tools-only bundle

    Традиционные фреймворки агентов требуют ручного проектирования рабочих процессов, определения взаимодействий агентов и реактивной обработки сбоев.
    7 repo stars
100. ▌
     Claude Code 4 · tools-only bundle

     Традиционные фреймворки агентов требуют ручного проектирования рабочих процессов, определения взаимодействий агентов и реактивной обработки сбоев.
     7 repo stars